Results
sim_lu %>%
filter(lineup<=3) %>%
arrange(lineup, position, desc(pts_pred)) %>%
knitr::kable() %>%
kable_styling() %>%
column_spec(1, bold=TRUE) %>%
collapse_rows(columns = 1, valign = 'top')
|
lineup
|
Name
|
team
|
position
|
pts_base
|
pts_pred
|
sd_pts
|
Salary
|
|
1
|
Kyler Murray
|
ARI
|
QB
|
23.05440
|
23.737451
|
1.7731896
|
8400
|
|
Alvin Kamara
|
NOS
|
RB
|
21.15700
|
21.316253
|
1.5270780
|
9300
|
|
Kareem Hunt
|
CLE
|
RB
|
17.59534
|
17.465966
|
0.7148842
|
7100
|
|
Clyde Edwards-Helaire
|
KCC
|
RB
|
14.29325
|
16.611044
|
1.2142494
|
7000
|
|
Terry McLaurin
|
WAS
|
WR
|
13.50789
|
14.638063
|
0.6449310
|
7100
|
|
Keenan Allen
|
LAC
|
WR
|
12.90975
|
14.142125
|
1.6012907
|
7000
|
|
Cole Beasley
|
BUF
|
WR
|
9.32200
|
12.012274
|
1.8962454
|
5100
|
|
Dalton Schultz
|
DAL
|
TE
|
6.09525
|
9.676482
|
1.7776374
|
5200
|
|
Dallas Cowboys
|
DAL
|
DST
|
6.62750
|
6.897344
|
0.2965200
|
3700
|
|
2
|
Russell Wilson
|
SEA
|
QB
|
23.84285
|
23.100447
|
1.0127641
|
8700
|
|
Alvin Kamara
|
NOS
|
RB
|
21.15700
|
23.122467
|
1.5270780
|
9300
|
|
Kareem Hunt
|
CLE
|
RB
|
17.59534
|
17.594401
|
0.7148842
|
7100
|
|
Chris Carson
|
SEA
|
RB
|
15.91617
|
16.551159
|
0.6881592
|
7600
|
|
Robby Anderson
|
CAR
|
WR
|
12.70050
|
13.668457
|
0.7773628
|
6400
|
|
Tyler Boyd
|
CIN
|
WR
|
12.41075
|
13.398276
|
1.0229940
|
6000
|
|
Breshad Perriman
|
NYJ
|
WR
|
7.81800
|
11.080377
|
2.8169400
|
4800
|
|
George Kittle
|
SFO
|
TE
|
12.56225
|
12.334659
|
0.4151280
|
7100
|
|
New York Jets
|
NYJ
|
DST
|
5.23000
|
5.230000
|
0.0000000
|
3000
|
|
3
|
Teddy Bridgewater
|
CAR
|
QB
|
17.19075
|
20.063779
|
1.2348575
|
6800
|
|
Aaron Jones
|
GBP
|
RB
|
18.19652
|
21.979820
|
2.5442486
|
8500
|
|
Derrick Henry
|
TEN
|
RB
|
18.12500
|
21.095655
|
1.3781752
|
8900
|
|
Kareem Hunt
|
CLE
|
RB
|
17.59534
|
18.669513
|
0.7148842
|
7100
|
|
Tyler Boyd
|
CIN
|
WR
|
12.41075
|
14.186526
|
1.0229940
|
6000
|
|
Keenan Allen
|
LAC
|
WR
|
12.90975
|
14.031868
|
1.6012907
|
7000
|
|
Deebo Samuel
|
SFO
|
WR
|
11.49250
|
11.826569
|
0.3113460
|
5400
|
|
George Kittle
|
SFO
|
TE
|
12.56225
|
12.521144
|
0.4151280
|
7100
|
|
Carolina Panthers
|
CAR
|
DST
|
3.95500
|
5.451293
|
0.8302560
|
3200
|
ggplotly(sim_lu %>%
group_by(Name, position, Salary) %>%
dplyr::summarize(lu = n_distinct(lineup)) %>%
ungroup() %>%
group_by(position) %>%
top_n(10, lu) %>%
ungroup() %>%
arrange(position, desc(lu)) %>%
mutate(Name = factor(Name),
Name = fct_reorder(Name, lu),
pct = round(lu / n_sims, 3) * 100) %>%
ggplot(aes(x = Name, y = pct, fill = Salary,
text = paste(Name, "in", lu, "lineups with", Salary, "salary"))) +
geom_bar(stat = "identity") +
facet_wrap(~position, ncol = 2, scales = "free_y") +
coord_flip() +
scale_fill_viridis_c() +
xlab("") +
ylab("Lineups (thousands)") +
ggtitle("Top 10 Players By Position")) %>%
ggplotly(tooltip = "text")
plyr_lu <- sim_lu %>%
group_by(Name, position) %>%
dplyr::summarize(lu=n_distinct(lineup)) %>%
ungroup()
ggplotly(projections %>%
filter(avg_type=='weighted') %>%
mutate(Name = ifelse(pos=="DST", last_name, paste(first_name, last_name))) %>%
inner_join(fan_duel, by = c("Name", "position")) %>%
select(Name, team, position, points, Salary, sd_pts) %>%
left_join(plyr_lu, by='Name') %>%
replace_na(list(lu=0)) %>%
mutate(lu_bin=ifelse(lu==0, '0 Lineups', '>=1 Lineups'),
lu_5=cut(lu,5, labels = FALSE)) %>%
ggplot(aes(x=Salary, y=points, color=lu_bin, size=sd_pts, text=Name)) +
geom_point() +
theme_minimal() +
scale_color_manual(values = c('red', 'blue'), name="") +
geom_smooth(inherit.aes = FALSE, aes(x=Salary, y=points), method = 'lm') +
ylab('Projected Points') +
xlab('Salary') +
ggtitle('Who makes it into Optimized Lineups?') +
scale_x_continuous(labels=scales::dollar))
sim_lu %>%
group_by(lineup) %>%
mutate(lineup_pts=sum(pts_pred)) %>%
group_by(lineup, position) %>%
mutate(n = n()) %>%
select(lineup, position, n, lineup_pts) %>%
distinct() %>%
spread(key=position, value=n) %>%
filter(RB >= 2, TE >= 1, WR >= 3) %>%
mutate(flex = case_when(RB==3 ~ 'RB',
TE==2 ~ 'TE',
WR==4 ~ 'WR')) %>%
group_by(flex) %>%
dplyr::summarize(median_pts = round(median(lineup_pts), 3),
cases = n()) %>%
knitr::kable() %>%
kable_styling(full_width = FALSE)
|
flex
|
median_pts
|
cases
|
|
RB
|
137.129
|
9999
|
|
WR
|
135.701
|
1
|
lu_df <- sim_lu %>%
group_by(lineup) %>%
dplyr::summarize(lineup_pts=sum(pts_pred),
lineup_sd=sum(sd_pts)) %>%
ungroup()
pto <- psel(lu_df, low(lineup_sd) * high(lineup_pts))
ggplot(lu_df, aes(y=lineup_pts, x=lineup_sd)) +
geom_point() +
geom_point(data=pto, size=5) +
ylab('Lineup Points') +
xlab('Lineup Points St Dev') +
ggtitle('Lineup Points vs Uncertainty',
subtitle = 'Pareto Lineups Bolded')

psel(lu_df, low(lineup_sd) * high(lineup_pts)) %>%
left_join(sim_lu, by='lineup') %>%
group_by(lineup) %>%
arrange(lineup_pts, position, desc(Salary)) %>%
select(lineup, lineup_pts, lineup_sd, Name, team, position, pts_pred, sd_pts, Salary) %>%
mutate_at(vars(lineup_pts, lineup_sd, pts_pred, sd_pts), function(x) round(x, 2)) %>%
knitr::kable() %>%
kable_styling(fixed_thead = T) %>%
column_spec(1:3, bold=TRUE) %>%
collapse_rows(columns = 1:3, valign = 'top') %>%
scroll_box(height = '700px', width = '100%')
|
lineup
|
lineup_pts
|
lineup_sd
|
Name
|
team
|
position
|
pts_pred
|
sd_pts
|
Salary
|
|
915
|
132.21
|
4.85
|
Russell Wilson
|
SEA
|
QB
|
24.40
|
1.01
|
8700
|
|
Chris Carson
|
SEA
|
RB
|
16.93
|
0.69
|
7600
|
|
Kareem Hunt
|
CLE
|
RB
|
17.91
|
0.71
|
7100
|
|
James Robinson
|
JAC
|
RB
|
14.45
|
0.31
|
6400
|
|
Stefon Diggs
|
BUF
|
WR
|
14.90
|
0.56
|
7500
|
|
Robby Anderson
|
CAR
|
WR
|
12.90
|
0.78
|
6400
|
|
Deebo Samuel
|
SFO
|
WR
|
11.71
|
0.31
|
5400
|
|
Travis Kelce
|
KCC
|
TE
|
13.78
|
0.47
|
7900
|
|
New York Jets
|
NYJ
|
DST
|
5.23
|
0.00
|
3000
|
|
8177
|
135.84
|
5.04
|
Russell Wilson
|
SEA
|
QB
|
24.51
|
1.01
|
8700
|
|
Alvin Kamara
|
NOS
|
RB
|
24.58
|
1.53
|
9300
|
|
Kareem Hunt
|
CLE
|
RB
|
16.59
|
0.71
|
7100
|
|
James Robinson
|
JAC
|
RB
|
14.26
|
0.31
|
6400
|
|
DK Metcalf
|
SEA
|
WR
|
14.22
|
0.14
|
7300
|
|
Tee Higgins
|
CIN
|
WR
|
12.13
|
0.61
|
5700
|
|
Deebo Samuel
|
SFO
|
WR
|
11.65
|
0.31
|
5400
|
|
George Kittle
|
SFO
|
TE
|
12.65
|
0.42
|
7100
|
|
New York Jets
|
NYJ
|
DST
|
5.23
|
0.00
|
3000
|
|
5562
|
136.16
|
5.79
|
Deshaun Watson
|
HOU
|
QB
|
23.65
|
0.85
|
8000
|
|
Alvin Kamara
|
NOS
|
RB
|
21.66
|
1.53
|
9300
|
|
Kareem Hunt
|
CLE
|
RB
|
17.76
|
0.71
|
7100
|
|
Clyde Edwards-Helaire
|
KCC
|
RB
|
17.12
|
1.21
|
7000
|
|
DK Metcalf
|
SEA
|
WR
|
14.03
|
0.14
|
7300
|
|
Tee Higgins
|
CIN
|
WR
|
12.65
|
0.61
|
5700
|
|
Deebo Samuel
|
SFO
|
WR
|
10.96
|
0.31
|
5400
|
|
George Kittle
|
SFO
|
TE
|
13.10
|
0.42
|
7100
|
|
New York Jets
|
NYJ
|
DST
|
5.23
|
0.00
|
3000
|
|
412
|
137.27
|
6.00
|
Deshaun Watson
|
HOU
|
QB
|
23.07
|
0.85
|
8000
|
|
Alvin Kamara
|
NOS
|
RB
|
22.88
|
1.53
|
9300
|
|
Kareem Hunt
|
CLE
|
RB
|
18.30
|
0.71
|
7100
|
|
Antonio Gibson
|
WAS
|
RB
|
14.03
|
0.97
|
5700
|
|
DK Metcalf
|
SEA
|
WR
|
14.03
|
0.14
|
7300
|
|
Robby Anderson
|
CAR
|
WR
|
13.56
|
0.78
|
6400
|
|
Deebo Samuel
|
SFO
|
WR
|
11.65
|
0.31
|
5400
|
|
George Kittle
|
SFO
|
TE
|
13.25
|
0.42
|
7100
|
|
Dallas Cowboys
|
DAL
|
DST
|
6.50
|
0.30
|
3700
|
|
9756
|
137.88
|
6.14
|
Russell Wilson
|
SEA
|
QB
|
24.43
|
1.01
|
8700
|
|
Alvin Kamara
|
NOS
|
RB
|
21.72
|
1.53
|
9300
|
|
Kareem Hunt
|
CLE
|
RB
|
19.32
|
0.71
|
7100
|
|
James Robinson
|
JAC
|
RB
|
14.31
|
0.31
|
6400
|
|
Terry McLaurin
|
WAS
|
WR
|
14.56
|
0.64
|
7100
|
|
Deebo Samuel
|
SFO
|
WR
|
12.07
|
0.31
|
5400
|
|
Tre’Quan Smith
|
NOS
|
WR
|
10.58
|
0.34
|
5300
|
|
George Kittle
|
SFO
|
TE
|
12.88
|
0.42
|
7100
|
|
Cincinnati Bengals
|
CIN
|
DST
|
8.00
|
0.86
|
3600
|
|
3730
|
138.23
|
6.23
|
Russell Wilson
|
SEA
|
QB
|
25.56
|
1.01
|
8700
|
|
Alvin Kamara
|
NOS
|
RB
|
21.99
|
1.53
|
9300
|
|
Kareem Hunt
|
CLE
|
RB
|
18.44
|
0.71
|
7100
|
|
James Robinson
|
JAC
|
RB
|
14.17
|
0.31
|
6400
|
|
Terry McLaurin
|
WAS
|
WR
|
14.17
|
0.64
|
7100
|
|
Robby Anderson
|
CAR
|
WR
|
13.70
|
0.78
|
6400
|
|
Deebo Samuel
|
SFO
|
WR
|
12.21
|
0.31
|
5400
|
|
Hunter Henry
|
LAC
|
TE
|
11.40
|
0.64
|
5800
|
|
Dallas Cowboys
|
DAL
|
DST
|
6.61
|
0.30
|
3700
|
|
9740
|
138.89
|
6.29
|
Russell Wilson
|
SEA
|
QB
|
25.70
|
1.01
|
8700
|
|
Alvin Kamara
|
NOS
|
RB
|
20.78
|
1.53
|
9300
|
|
Kareem Hunt
|
CLE
|
RB
|
18.37
|
0.71
|
7100
|
|
David Johnson
|
HOU
|
RB
|
14.34
|
0.64
|
6300
|
|
Terry McLaurin
|
WAS
|
WR
|
14.45
|
0.64
|
7100
|
|
Tyler Boyd
|
CIN
|
WR
|
15.46
|
1.02
|
6000
|
|
Deebo Samuel
|
SFO
|
WR
|
11.13
|
0.31
|
5400
|
|
George Kittle
|
SFO
|
TE
|
13.43
|
0.42
|
7100
|
|
New York Jets
|
NYJ
|
DST
|
5.23
|
0.00
|
3000
|
|
8823
|
139.23
|
6.51
|
Deshaun Watson
|
HOU
|
QB
|
22.31
|
0.85
|
8000
|
|
Alvin Kamara
|
NOS
|
RB
|
24.38
|
1.53
|
9300
|
|
Kareem Hunt
|
CLE
|
RB
|
18.39
|
0.71
|
7100
|
|
Antonio Gibson
|
WAS
|
RB
|
14.38
|
0.97
|
5700
|
|
Terry McLaurin
|
WAS
|
WR
|
14.62
|
0.64
|
7100
|
|
Robby Anderson
|
CAR
|
WR
|
13.19
|
0.78
|
6400
|
|
Deebo Samuel
|
SFO
|
WR
|
11.89
|
0.31
|
5400
|
|
George Kittle
|
SFO
|
TE
|
12.77
|
0.42
|
7100
|
|
Dallas Cowboys
|
DAL
|
DST
|
7.31
|
0.30
|
3700
|
|
8487
|
140.07
|
6.56
|
Russell Wilson
|
SEA
|
QB
|
26.41
|
1.01
|
8700
|
|
Alvin Kamara
|
NOS
|
RB
|
23.64
|
1.53
|
9300
|
|
Kareem Hunt
|
CLE
|
RB
|
18.06
|
0.71
|
7100
|
|
Antonio Gibson
|
WAS
|
RB
|
14.21
|
0.97
|
5700
|
|
Stefon Diggs
|
BUF
|
WR
|
15.17
|
0.56
|
7500
|
|
Christian Kirk
|
ARI
|
WR
|
11.94
|
0.99
|
5400
|
|
Deebo Samuel
|
SFO
|
WR
|
11.60
|
0.31
|
5400
|
|
Travis Kelce
|
KCC
|
TE
|
13.79
|
0.47
|
7900
|
|
New York Jets
|
NYJ
|
DST
|
5.23
|
0.00
|
3000
|
|
3804
|
142.50
|
6.61
|
Russell Wilson
|
SEA
|
QB
|
24.25
|
1.01
|
8700
|
|
Alvin Kamara
|
NOS
|
RB
|
26.19
|
1.53
|
9300
|
|
Kareem Hunt
|
CLE
|
RB
|
17.80
|
0.71
|
7100
|
|
Giovani Bernard
|
CIN
|
RB
|
12.63
|
0.99
|
4800
|
|
Stefon Diggs
|
BUF
|
WR
|
15.02
|
0.56
|
7500
|
|
Robby Anderson
|
CAR
|
WR
|
14.69
|
0.78
|
6400
|
|
Deebo Samuel
|
SFO
|
WR
|
11.96
|
0.31
|
5400
|
|
George Kittle
|
SFO
|
TE
|
12.73
|
0.42
|
7100
|
|
Dallas Cowboys
|
DAL
|
DST
|
7.22
|
0.30
|
3700
|
|
9103
|
143.28
|
7.12
|
Russell Wilson
|
SEA
|
QB
|
25.95
|
1.01
|
8700
|
|
Alvin Kamara
|
NOS
|
RB
|
25.01
|
1.53
|
9300
|
|
Kareem Hunt
|
CLE
|
RB
|
18.51
|
0.71
|
7100
|
|
Giovani Bernard
|
CIN
|
RB
|
12.70
|
0.99
|
4800
|
|
Robby Anderson
|
CAR
|
WR
|
13.69
|
0.78
|
6400
|
|
Tyler Boyd
|
CIN
|
WR
|
13.90
|
1.02
|
6000
|
|
Deebo Samuel
|
SFO
|
WR
|
12.05
|
0.31
|
5400
|
|
Travis Kelce
|
KCC
|
TE
|
14.44
|
0.47
|
7900
|
|
Dallas Cowboys
|
DAL
|
DST
|
7.04
|
0.30
|
3700
|
|
3809
|
143.55
|
7.70
|
Kyler Murray
|
ARI
|
QB
|
25.46
|
1.77
|
8400
|
|
Alvin Kamara
|
NOS
|
RB
|
23.90
|
1.53
|
9300
|
|
Kareem Hunt
|
CLE
|
RB
|
18.47
|
0.71
|
7100
|
|
Antonio Gibson
|
WAS
|
RB
|
15.33
|
0.97
|
5700
|
|
Tyler Lockett
|
SEA
|
WR
|
16.62
|
0.83
|
7400
|
|
Terry McLaurin
|
WAS
|
WR
|
14.61
|
0.64
|
7100
|
|
Deebo Samuel
|
SFO
|
WR
|
11.79
|
0.31
|
5400
|
|
Hunter Henry
|
LAC
|
TE
|
10.56
|
0.64
|
5800
|
|
Dallas Cowboys
|
DAL
|
DST
|
6.83
|
0.30
|
3700
|
|
4059
|
143.56
|
8.37
|
Kyler Murray
|
ARI
|
QB
|
24.85
|
1.77
|
8400
|
|
Alvin Kamara
|
NOS
|
RB
|
22.60
|
1.53
|
9300
|
|
Kareem Hunt
|
CLE
|
RB
|
18.62
|
0.71
|
7100
|
|
Antonio Gibson
|
WAS
|
RB
|
15.80
|
0.97
|
5700
|
|
Davante Adams
|
GBP
|
WR
|
18.76
|
1.11
|
8900
|
|
Tyler Boyd
|
CIN
|
WR
|
14.47
|
1.02
|
6000
|
|
Tee Higgins
|
CIN
|
WR
|
12.59
|
0.61
|
5700
|
|
Hunter Henry
|
LAC
|
TE
|
10.64
|
0.64
|
5800
|
|
New York Jets
|
NYJ
|
DST
|
5.23
|
0.00
|
3000
|
|
9097
|
143.61
|
8.52
|
Deshaun Watson
|
HOU
|
QB
|
24.08
|
0.85
|
8000
|
|
Alvin Kamara
|
NOS
|
RB
|
27.24
|
1.53
|
9300
|
|
Aaron Jones
|
GBP
|
RB
|
21.76
|
2.54
|
8500
|
|
Kareem Hunt
|
CLE
|
RB
|
16.91
|
0.71
|
7100
|
|
Robby Anderson
|
CAR
|
WR
|
12.63
|
0.78
|
6400
|
|
Tyler Boyd
|
CIN
|
WR
|
13.95
|
1.02
|
6000
|
|
Deebo Samuel
|
SFO
|
WR
|
11.22
|
0.31
|
5400
|
|
Hunter Henry
|
LAC
|
TE
|
9.91
|
0.64
|
5800
|
|
Atlanta Falcons
|
ATL
|
DST
|
5.90
|
0.13
|
3500
|
|
485
|
144.06
|
8.72
|
Kyler Murray
|
ARI
|
QB
|
24.68
|
1.77
|
8400
|
|
Alvin Kamara
|
NOS
|
RB
|
24.64
|
1.53
|
9300
|
|
Kareem Hunt
|
CLE
|
RB
|
17.96
|
0.71
|
7100
|
|
Antonio Gibson
|
WAS
|
RB
|
14.19
|
0.97
|
5700
|
|
Davante Adams
|
GBP
|
WR
|
18.14
|
1.11
|
8900
|
|
Deebo Samuel
|
SFO
|
WR
|
11.92
|
0.31
|
5400
|
|
Cole Beasley
|
BUF
|
WR
|
14.64
|
1.90
|
5100
|
|
George Kittle
|
SFO
|
TE
|
12.65
|
0.42
|
7100
|
|
New York Jets
|
NYJ
|
DST
|
5.23
|
0.00
|
3000
|
|
3143
|
145.10
|
8.83
|
Deshaun Watson
|
HOU
|
QB
|
23.87
|
0.85
|
8000
|
|
Alvin Kamara
|
NOS
|
RB
|
26.33
|
1.53
|
9300
|
|
Kareem Hunt
|
CLE
|
RB
|
18.79
|
0.71
|
7100
|
|
Giovani Bernard
|
CIN
|
RB
|
13.20
|
0.99
|
4800
|
|
Davante Adams
|
GBP
|
WR
|
17.11
|
1.11
|
8900
|
|
Tyler Boyd
|
CIN
|
WR
|
12.23
|
1.02
|
6000
|
|
Cole Beasley
|
BUF
|
WR
|
14.25
|
1.90
|
5100
|
|
George Kittle
|
SFO
|
TE
|
12.22
|
0.42
|
7100
|
|
Dallas Cowboys
|
DAL
|
DST
|
7.11
|
0.30
|
3700
|
|
5451
|
145.78
|
9.29
|
Russell Wilson
|
SEA
|
QB
|
27.00
|
1.01
|
8700
|
|
Alvin Kamara
|
NOS
|
RB
|
23.77
|
1.53
|
9300
|
|
Aaron Jones
|
GBP
|
RB
|
25.67
|
2.54
|
8500
|
|
Kareem Hunt
|
CLE
|
RB
|
17.05
|
0.71
|
7100
|
|
Terry McLaurin
|
WAS
|
WR
|
14.51
|
0.64
|
7100
|
|
Deebo Samuel
|
SFO
|
WR
|
11.50
|
0.31
|
5400
|
|
Cole Beasley
|
BUF
|
WR
|
10.75
|
1.90
|
5100
|
|
Hunter Henry
|
LAC
|
TE
|
10.30
|
0.64
|
5800
|
|
New York Jets
|
NYJ
|
DST
|
5.23
|
0.00
|
3000
|
|
2834
|
146.68
|
9.36
|
Josh Allen
|
BUF
|
QB
|
25.15
|
2.23
|
8800
|
|
Alvin Kamara
|
NOS
|
RB
|
23.31
|
1.53
|
9300
|
|
Aaron Jones
|
GBP
|
RB
|
26.29
|
2.54
|
8500
|
|
Kareem Hunt
|
CLE
|
RB
|
17.97
|
0.71
|
7100
|
|
Robby Anderson
|
CAR
|
WR
|
13.85
|
0.78
|
6400
|
|
Tee Higgins
|
CIN
|
WR
|
12.98
|
0.61
|
5700
|
|
Deebo Samuel
|
SFO
|
WR
|
11.75
|
0.31
|
5400
|
|
Hunter Henry
|
LAC
|
TE
|
10.16
|
0.64
|
5800
|
|
New York Jets
|
NYJ
|
DST
|
5.23
|
0.00
|
3000
|
|
7019
|
147.33
|
9.43
|
Josh Allen
|
BUF
|
QB
|
26.83
|
2.23
|
8800
|
|
Alvin Kamara
|
NOS
|
RB
|
24.79
|
1.53
|
9300
|
|
Aaron Jones
|
GBP
|
RB
|
26.75
|
2.54
|
8500
|
|
Kareem Hunt
|
CLE
|
RB
|
18.03
|
0.71
|
7100
|
|
Robby Anderson
|
CAR
|
WR
|
12.59
|
0.78
|
6400
|
|
Tee Higgins
|
CIN
|
WR
|
11.40
|
0.61
|
5700
|
|
Deebo Samuel
|
SFO
|
WR
|
12.01
|
0.31
|
5400
|
|
Eric Ebron
|
PIT
|
TE
|
7.99
|
0.42
|
5100
|
|
Dallas Cowboys
|
DAL
|
DST
|
6.95
|
0.30
|
3700
|
|
4441
|
149.52
|
10.38
|
Cam Newton
|
NEP
|
QB
|
22.64
|
2.02
|
7600
|
|
Alvin Kamara
|
NOS
|
RB
|
23.67
|
1.53
|
9300
|
|
Aaron Jones
|
GBP
|
RB
|
27.41
|
2.54
|
8500
|
|
Kareem Hunt
|
CLE
|
RB
|
18.18
|
0.71
|
7100
|
|
Keenan Allen
|
LAC
|
WR
|
15.69
|
1.60
|
7000
|
|
Tyler Boyd
|
CIN
|
WR
|
13.47
|
1.02
|
6000
|
|
Deebo Samuel
|
SFO
|
WR
|
12.35
|
0.31
|
5400
|
|
Hunter Henry
|
LAC
|
TE
|
10.89
|
0.64
|
5800
|
|
New York Jets
|
NYJ
|
DST
|
5.23
|
0.00
|
3000
|